{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv.imread(\"img/cat.jpg\", 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.8. 图像金字塔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lower_reso = cv.pyrDown(img)\n",
    "\n",
    "plt.subplot(121),plt.imshow(img,cmap = 'gray')\n",
    "plt.title('img'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(lower_reso,cmap = 'gray')\n",
    "plt.title('lower_reso'), plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "higher_reso2 = cv.pyrUp(lower_reso)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "d001f9f6bbe9c72b73ec8f1147273505c2b9a823d50002fe074fa723ca99fac9"
  },
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
